Skill/Orchestration/Methodology Inspired
LLM Council
Five advisor debate protocol peer reviewing proposals anonymously.
What It Does
Runs complex decisions through five independent agent perspectives, executes anonymous peer review rounds, and synthesizes a balanced verdict accounting for disagreements.
Origin and Adaptation Notes
Individual model answers frequently convey unearned confidence. Anonymous review rounds surface vulnerabilities and trade offs.
Attribution: Protocol implementation inspired by Andrej Karpathy's LLM Council methodology.
When to Activate
- •Evaluating critical architectural decisions and tech stack tradeoffs
- •Stress testing project proposals before committing engineering resources
- •Surfacing subtle failure modes across complex decisions
When to Avoid
- •Simple factual lookups or basic binary questions
Skill Specification and Runtime Setup
Full Instruction Specification
# LLM Council Specification
## Overview
Runs complex decisions through five independent agent perspectives, executes anonymous peer review rounds, and synthesizes a balanced verdict accounting for disagreements.
## Rationale
Individual model answers frequently convey unearned confidence. Anonymous review rounds surface vulnerabilities and trade offs.
## Core Principles
* Always verify environment constraints and dependencies before executing.
* Enforce negative constraints and reject speculative abstractions.
* Validate output against stated acceptance rubrics.
## Execution Workflow
1. Discovery: Map requirements and inspect active context.
2. Decomposition: Break down the task into discrete, verifiable phases.
3. Execution: Implement surgical changes preserving existing code architecture.
4. Verification: Test all criteria before declaring completion.Related Skills in Orchestration
- Zero Hallucination CoderOriginal by MehanshEnforces verified reasoning before any code is generated.
- Universal Scraping ArchitectOriginal by MehanshDynamic scraping strategy router with token budgeting and checkpointing.
- Pain Point MinerOriginal by MehanshAuthentic customer complaint extraction with mechanical deduplication.
- Loop Until DoneOriginal by MehanshAutonomous self evaluation loop rewriting drafts until rubric bars clear.